Things you should know
Things you should know

Things you should know

Sam Altman says your laptop shouldn’t run AI. In healthcare, where the data lives matters.

Altman’s case for the cloud is about scarce memory chips. For clinics, the first question is a different one: where does the data go, and under what agreement?

ByAndrea d’Agostini, Co-Founder and CEO of Monarchy Media
DateOctober 2026
Reading time3 min read
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On Cheeky Pint, the podcast hosted by Stripe co-founder John Collison, OpenAI CEO Sam Altman pushed back on the idea that running open-source models on personal computers would take load off data centers . The episode went live on 29 October, according to The Times of India .

“From a global allocation perspective, actually, it’s quite terrible to have everybody have a bunch of the world’s limited supply of DRAM sitting in their own computer.” That memory, he said, ends up being used about 5% of the time .

4 questions

Questions this article answers

  1. Can AI models run locally?
  2. Is local AI worth it?
  3. Where is the data stored for AI?
  4. Is local AI safe?
Should Ask Questions

SAQ: the questions you should be asking (and nobody is)

  1. For every AI tool we use, do I know where the data is processed and stored?
  2. Do we have a signed agreement covering each place health data goes?
  3. Are we choosing cloud or local for our reasons, or because it was the default?
  4. Who on the team would know if a tool started sending data somewhere new?
WatchVideo summary

What Altman actually argued

His point is about utilisation during a memory shortage: “You want maximum utilization in the cloud if you’re trying to deal with this very supply constrained environment.” DRAM is the working memory computers use to run software. In a data center it serves many users through the day; in a laptop it often sits idle .

Yes, AI models can run locally, and Altman’s own framing assumes it: people “want local inference” and expect open-source models to run on their own computers . His argument is that, while memory is scarce, this is a poor use of it .

The other side

Critics answer that efficiency is not the only goal. One response, a blog post by the software company Koru, put it this way: “But efficiency isn’t the only thing people are optimizing for. For private notes, control matters more.” For a person or a company, that can mean deciding which model sees their information, where it runs, and whether they need a connection at all .

Why location matters more in healthcare

In the US, HHS guidance says a HIPAA covered entity may use a cloud service to store or process electronic protected health information:

Yes, provided the covered entity or business associate enters into a HIPAA-compliant business associate contract or agreement (BAA) with the CSP

HHS Office for Civil Rights

The same guidance says the type of cloud setup can change the risk analysis, and that a cloud provider storing only encrypted data is still a business associate . HHS is also explicit: “OCR does not endorse, certify, or recommend specific technology or products.” In the EU, data concerning health is one of the special categories of personal data under Article 9 of the GDPR .

The business lesson

Sources

Sources are listed in their original language.

  1. 1Cheeky Pint (John Collison), transcript, “Why Sam Altman is against a single superintelligence,” episode 39, October 2026. https://cheekypint.transistor.fm/39/transcript
  2. 2The Times of India, “OpenAI CEO Sam Altman to gadget buyers: Having DRAM in your devices is ‘quite terrible’ for the world’s limited supply,” October 2026. https://timesofindia.indiatimes.com/technology/tech-news/phones-laptops-and-consoles-get-costlier-over-memory-price-hike-openai-ceo-sam-altman-to-gadget-buyers-having-dram-in-your-devices-is-quite-terrible-for-the-worlds-limited-supply/articleshow/135359311.cms
  3. 3Koru, “Many AIs, many humans: Sam Altman on Cheeky Pint,” blog post, October 2026. https://www.koru.do/en/blog/many-ais-many-humans-cheeky-pint
  4. 4HHS Office for Civil Rights, “Guidance on HIPAA & Cloud Computing,” last reviewed 23 December 2022. https://www.hhs.gov/hipaa/for-professionals/special-topics/health-information-technology/cloud-computing/index.html
  5. 5Regulation (EU) 2016/679 (General Data Protection Regulation), Article 9, “Processing of special categories of personal data.” https://eur-lex.europa.eu/eli/reg/2016/679/oj